Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
Skip to main content

Planar Shape Matching and Feature Extraction Using Shape Profile

  • Conference paper
Advances in Geometric Modeling and Processing (GMP 2008)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 4975))

Included in the following conference series:

Abstract

In this paper a novel cross correlation technique is proposed for shape matching between two similar objects. The proposed technique can not only evaluate the similarity between any two objects, but also has two distinct advantages compared to previous work: (1) the deformed articulated objects such as human being with different poses, can be matched very well; (2) the local feature extraction and correspondence can be established at the same time. The basic tool we used is the shape profile driven from the curvature map of the object profile. The cross correlation technique is applied to the shape profile of the two objects to evaluate their similarity. Filtering scheme is used to enhance the quality of both shape matching and extracted features. The invariant property, the robustness and the efficiency of the shape profile in shape matching and feature extraction are discussed.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Similar content being viewed by others

References

  1. Baroni, M., Barletta, G., Fantini, A., Toso, A., Fantini, F.: Assessing LV wall motion by frame-to-frame curvature matching and optical flow estimation. In: IEEE Proceedings Computers in Cardiology, pp. 477–480 (1991)

    Google Scholar 

  2. Belongie, S., Malik, J., Puzicha, J.: Shape matching and object recognition using shape contexts. IEEE Transactions Pattern Analysis and Machine Intelligence 24(4), 509–522 (2002)

    Article  Google Scholar 

  3. Gavrila, D.M.: A bayesian, exemplar-based approach to hierachical shape matching. IEEE Transactions Pattern Analysis and Machine Intelligence 29(8), 1408–1421 (2007)

    Article  Google Scholar 

  4. Ip, C.Y., Lapadat, D., Sieger, L., Regli, W.C.: Using shape distributions to compare solid models. In: Proc. 7th ACM Symp. on Solid Modeling and Applications, pp. 273–280 (2002)

    Google Scholar 

  5. Lee, S.M., Abbott, A.L., Clark, N.A., Araman, P.A.: A shape representation for planar curves by shape signature harmonic embedding. In: Proc. CVPR 2006, pp. 1940–1947 (2006)

    Google Scholar 

  6. Manay, S., Hong, B.W., Yezzi, A., Soatto, S.: Integral invariant signatures. In: Proc. ECCV 2004, pp. 87–99 (2004)

    Google Scholar 

  7. Mohanna, F., Mokhtarian, F.: An Efficient Active Contour Model Through Curvature Scale Space Filterin. Multimedia Tools and Applications 21(3), 225–242 (2003)

    Article  Google Scholar 

  8. Mokhtarian, F., Mackworth, A.K.: A theory of Mutliscale, Curvature-Based Shape Representation for Planar Curves. IEEE Trans. Pattern Anal and Machine Intell. 14(8), 789–804 (1992)

    Article  Google Scholar 

  9. Mokhtarian, F., Suomela, R.: Curvature Scale Space for Image Point Feature Detection. In: Proc. International Conference on Image Processing and its Applications, Manchester, UK, pp. 206–210 (1999)

    Google Scholar 

  10. Persoon, E., Fu, K.S.: Shape discrimination using Fourier descriptors. IEEE Transactions on Systems, Man and Cybernetics 7(3), 170–179 (1977)

    Article  MathSciNet  Google Scholar 

  11. Pitas, I.: Digital Image Processing algorithms and applications. Wiley, Chichester (2000)

    Google Scholar 

  12. Osada, R., Funkhouser, T., Chazelle, B., Dobkin, D.: Shape Distributions. ACM Transactions on Graphics 21(4), 807–832 (2002)

    Article  Google Scholar 

  13. Xiao, P., Barnes, N., Caetano, T., Lieby, P.: An mrf and gaussian curvature based shape representation for shape matching. In: Proc. CVPR 2007, (BMG Workshop) (2007)

    Google Scholar 

  14. Zahn, G.T., Roskies, R.Z.: Fourier descriptors for plane closed curves. IEEE Transactions on Computers C-21(3), 269–281 (1972)

    MATH  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Falai Chen Bert Jüttler

Rights and permissions

Reprints and permissions

Copyright information

© 2008 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Liu, YJ., Chen, T., Chen, XY., Chang, T.K., Yuen, M.M.F. (2008). Planar Shape Matching and Feature Extraction Using Shape Profile. In: Chen, F., Jüttler, B. (eds) Advances in Geometric Modeling and Processing. GMP 2008. Lecture Notes in Computer Science, vol 4975. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-79246-8_27

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-79246-8_27

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-79245-1

  • Online ISBN: 978-3-540-79246-8

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics